Bi-Temporal Subscription Event Stream & Canonical ARR Engine
1 spreadsheet hazard consolidates into 5 software modules, 3 source integrations, and 2 deterministic controls.
What the selected hazards have in common
Every component below traces to at least one selected hazard. No timelines or savings figures are estimated; measurable outcomes require your baseline data.
Churn and ARR cohorts are computed in a macro-driven workbook that re-pivots a billing export each month, with cohort logic spread across hundreds of rows of formulas that only one analyst understands.
Period Schedule Engine resolves 1 of 1 selected hazards and should be built first after source systems are connected.
One spreadsheet pipeline, several failure points
The selected hazards are placed on the stage of the manual workflow where they do their damage. Sources on the left arrive as exports today.
- ERP / General LedgerTrial balance and subledger CSV exports
- Billing / Subscription SystemInvoice and payment exports
- CRMOpportunity and account report exports
Bi-Temporal Subscription Event Stream & Canonical ARR Engine
A single system replaces the workbook. Shared modules are deduplicated across hazards; each card shows how many of the selected hazards it resolves.
What each component does, and what it needs
Modules are reusable across hazards. Inputs, outputs, enforced controls, and the point where a person still decides are listed for each.
Integration & Ingestion Layer
Pulls transactions, balances, and master records directly from source-system APIs and file feeds, replacing every manual export.
- Scheduled and webhook-driven API pulls
- Idempotent loads keyed on source record IDs
- Schema validation on every payload
- Read credentials for each source system
- Field mapping per source
- Normalized transaction and master-data tables with source lineage
- Cohort assertion: ARR, churn, and retention for any period must recompute from the immutable subscription event log to the same value on every run, and a metric change requires a new event, not an edited cell.
- Restatement trail: a metric that differs from a prior publication carries the events recorded since that publication.
Period Schedule Engine
Generates amortization, recognition, accrual, and renewal schedules from contract terms and posts them period by period.
- Contract-term and service-period driven schedules
- Versioned schedule revisions on amendment
- Cut-off and reversal handling at period close
- Contract terms and dates
- Invoice and billing events
- Fiscal calendar
- Scheduled entries and remaining-balance rollforwards
Rules & Assertion Engine
Evaluates deterministic control rules on every record before it can proceed, so a failed assertion blocks the transaction instead of a person catching it later.
- Versioned rule definitions with effective dates
- Balance, threshold, and completeness assertions
- Pass/fail evidence stored per record
- Normalized records
- Policy thresholds and limits
- Assertion results attached to each record
Governed Reporting Layer
Publishes reports, board metrics, and monitoring dashboards from reconciled data only, with each figure traceable to its ledger snapshot.
- Versioned report snapshots
- Publish only from reconciled, locked data
- Drill-through from figure to source record
- Reconciled ledger and operational data
- Board packs, variance reports, and compliance dashboards
Immutable Audit Log
Records every load, rule evaluation, approval, and posting in an append-only log so auditors can trace any figure to who did what and when.
- Append-only event history
- Hash-chained records
- Evidence export for external audit
- Events from every other module
- Audit-ready evidence trail
Traceability from hazard to automated control
Each selected hazard maps to the module that resolves it, the deterministic rule that replaces the manual check, and the result once the rule is enforced.
| Hazard | Software module | Automated control | Result |
|---|---|---|---|
#50Manual customer churn and ARR cohort calculation in complex macro file | Integration & Ingestion Layer | Cohort assertion: ARR, churn, and retention for any period must recompute from the immutable subscription event log to the same value on every run, and a metric change requires a new event, not an edited cell. Restatement trail: a metric that differs from a prior publication carries the events recorded since that publication. | Cohort metrics come from an immutable event stream; the board deck reproduces and explains every change. |
Dependency order, not a calendar
Phases follow module dependencies: nothing downstream is built before the data it needs is flowing. Durations depend on your systems and are scoped in the diagnostic.
- 1
Connect source systems
1 of 1 hazards touchedReplace every manual export with an authenticated API or file feed and load it idempotently.
Integration & Ingestion Layer - 2
Normalize and validate records
1 of 1 hazards touchedEstablish canonical entities and encode the control rules the workbook was enforcing by hand.
Rules & Assertion Engine - 3
Reconcile and schedule
1 of 1 hazards touchedRun matching and period schedules from source data so variances surface as exceptions, not surprises.
Period Schedule Engine - 4
Publish governed reporting and the audit trail
1 of 1 hazards touchedRelease reports only from reconciled snapshots and hand auditors an append-only evidence log.
Governed Reporting LayerImmutable Audit Log
Human approval points the system preserves
Deterministic software removes re-keying and eyeballing. It does not remove judgment; these are the decisions that stay with your team.
- Integration & Ingestion Layer: Approving new source connections and field mappings.
- Period Schedule Engine: Approving schedule revisions triggered by contract amendments.
- Rules & Assertion Engine: Changing a rule or threshold requires a documented approval.
- Governed Reporting Layer: Report release still requires reviewer sign-off; the layer prevents unreconciled figures from being publishable.
- Immutable Audit Log: Auditors and controllers read the log; no one edits it.
Scope this blueprint
Leave a work email and we send you this exact blueprint (1 hazard, 5 modules) as a link you can reopen and print. The same link reaches our team, who reply with the two or three questions that turn Bi-Temporal Subscription Event Stream & Canonical ARR Engine into a scope for your books.
- No estimate is invented. Effort and payback come after we see your volumes and source systems.
- One email, then a person. No drip sequence.
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